tensorflow

Tensors and Dynamic neural networks in Python with strong GPU acceleration

PyTorch is a Python package that provides two high-level features: Tensor computation (like NumPy) with strong GPU acceleration Deep neural networks built on a tape-based autograd system You can reuse your favorite Python packages such as NumPy, SciPy, and Cython to extend PyTorch when needed. See also the ci.pytorch.org HUD. More About PyTorch At a granular level, PyTorch is a library that consists of the following components: Component Description torch a Tensor library like NumPy, with strong GPU support torch.autograd […]

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Automation

A radically simple IT automation platform that makes your applications and systems easier

Ansible Ansible is a radically simple IT automation system. It handles configuration management, application deployment, cloud provisioning, ad-hoc task execution, network automation, and multi-node orchestration. Ansible makes complex changes like zero-downtime rolling updates with load balancers easy. More information on the Ansible website. Design Principles Have a dead-simple setup process with a minimal learning curve. Manage machines very quickly and in parallel. Avoid custom-agents and additional open ports, be agentless by leveraging the existing SSH daemon. Describe infrastructure in a […]

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Pythonic

Simple, Pythonic remote execution and deployment

Welcome to Fabric! Fabric is a high level Python (2.7, 3.4+) library designed to execute shell commands remotely over SSH, yielding useful Python objects in return. It builds on top of Invoke (subprocess command execution and command-line features) and Paramiko (SSH protocol implementation), extending their APIs to complement one another and provide additional functionality. For a high level introduction, including example code, please see our main project website; or for detailed API docs, see the versioned API website. GitHub https://github.com/fabric/fabric […]

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Python

The best Docker base image for your Python application (August 2021)

When you’re building a Docker image for your Python application, you’re building on top of an existing image—and there are many possible choices. There are OS images like Ubuntu, and there are the many different variants of the python base image. Which one should you use? Which one is better? There are many choices, and it may not be obvious which is the best for your situation. So to help you make a choice that fits your needs, in this […]

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tensorflow

TensorFlow implementation of Wav2Vec2

This repository presents an implementation of the Wav2Vec2 model [1] in TensorFlow 2.0 as a part of Google Summer of Code. For a quick demo, please check out this. Final report of the project can be found here. Notebooks The repository comes with shiny Colab Notebooks. Below you can find a list of them. Spin them up and don’t forget to have fun! Checkpoints Below is a summary of checkpoints obtained during the project: To know more about the process […]

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processing

A Python package for easy multiprocessing

MPIRE, short for MultiProcessing Is Really Easy, is a Python package for multiprocessing, but faster and more user-friendly than the default multiprocessing package. It combines the convenient map like functions of multiprocessing.Pool with the benefits of using copy-on-write shared objects of multiprocessing.Process, together with easy-to-use worker state, worker insights, and progress bar functionality. Full documentation is available at https://slimmer-ai.github.io/mpire/. Features Faster execution than other multiprocessing libraries. See benchmarks. Intuitive, Pythonic syntax Multiprocessing with map/map_unordered/imap/imap_unordered functions Easy use of copy-on-write shared […]

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Video

Robust Video Matting in PyTorch and TensorFlow

Official repository for the paper Robust High-Resolution Video Matting with Temporal Guidance. RVM is specifically designed for robust human video matting. Unlike existing neural models that process frames as independent images, RVM uses a recurrent neural network to process videos with temporal memory. RVM can perform matting in real-time on any videos without additional inputs. It achieves 4K 76FPS and HD 104FPS on an Nvidia GTX 1080 Ti GPU. The project was developed at ByteDance Inc. News [Aug 25 2021] […]

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Command-line Tools

A python command line toolfor archiving Twitter JSON

Collect data at the command line from the Twitter API (v1.1 and v2). Contributing Documentation The documentation is managed at ReadTheDocs. If you would like to improve the documentation you can edit the Markdown files in docs or add new ones. Then send a pull request and we can add it. To view your documentation locally you should be able to: pip install -r requirements-mkdocs.txt mkdocs serve open http://127.0.0.1:8000/ If you prefer you can create a page on the wiki […]

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Speech

Make your AirPlay devices as TTS speakers

Home Assistant integration component, make your AirPlay devices as TTS speakers. 2021.6.X or earlier Apple Airplayer component requires pyatv 0.8.1, which is self-contained in the latest version Home Assistant (2021.7.3). You can run pip list | grep pyqatv in your Home Assistant container host to check the version of pyatv. If lower than 0.8.1, you should run commands as below to upgrade pyatv. apk update apk add build-base pip3 install –upgrade pyatv pip3 install –upgrade attrs 2021.7.X or later There […]

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Ethereum

Bringing Ethereum Virtual Machine to StarkNet at warp speed

Warp brings EVM compatible languages to StarkNet, making it possible to transpile Ethereum smart contracts to Cairo, and use them on StarkNet. Installation⚙️ Linux: sudo apt update sudo apt install software-properties-common sudo add-apt-repository ppa:deadsnakes/ppa sudo apt update sudo apt install -y python3.7 sudo apt install -y python3.7-dev sudo apt install -y libgmp3-dev python3.7 -m venv ~/warp_demo source ~/warp_demo/bin/activate pip install wheel pip install ecdsa fastecdsa sympy pip install cairo-lang==0.3.1 make warp    

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